[PDF][PDF] Techniques for text classification: Literature review and current trends.

R Jindal, R Malhotra, A Jain - webology, 2015 - webology.org
… This review uses 132 text classification papers which will allow … in different areas concerned
with text classification. The paper is … was analyzed, by comparing the performances of a …

[PDF][PDF] A comparative review on deep learning models for text classification

M Zulqarnain, R Ghazali, YMM Hassim… - Indones. J. Electr. Eng …, 2020 - academia.edu
… This paper work shows the systematic comparison of DBN, CNN, and RNN on text classification
tasks. Finally, we show the results of deep models by research experiment. The aim of …

Feature selection for text classification: A review

X Deng, Y Li, J Weng, J Zhang - Multimedia Tools and Applications, 2019 - Springer
… , we give a comprehensive review on feature selection techniques for text classification.
We … measures used in text classification. Then, we review the most popular text classifiers, …

[HTML][HTML] Text classification algorithms: A survey

K Kowsari, K Jafari Meimandi, M Heidarysafa, S Mendu… - Information, 2019 - mdpi.com
… Lately, deep learning approaches have achieved surpassing results in comparison to …
In this section, we review some basic random projection techniques. As shown in Figure 5, …

[HTML][HTML] Comparing automated text classification methods

J Hartmann, J Huppertz, C Schamp… - International Journal of …, 2019 - Elsevier
text document such as the following exemplary movie review, drawn … classification, the
goal of the text classification methods would be to detect the emotion conveyed through this text

Deep learning--based text classification: a comprehensive review

S Minaee, N Kalchbrenner, E Cambria… - ACM computing …, 2021 - dl.acm.org
… a comprehensive review of more than 150 deep learning--based models for text classification
… of more than 40 popular datasets widely used for text classification. Finally, we provide a …

A survey on text classification: From traditional to deep learning

Q Li, H Peng, J Li, C Xia, R Yang, L Sun… - ACM Transactions on …, 2022 - dl.acm.org
… Unlike existing text classification reviews, we conclude existing models from traditional models
… performance on many text classification benchmarks comparing with traditional models. …

Survey on supervised machine learning techniques for automatic text classification

AI Kadhim - Artificial intelligence review, 2019 - Springer
… and comparison between different classification techniques. … research of text classification
objects to enhance the quality of text … Furthermore, text classification (TC) aids users’ hold their …

[HTML][HTML] A survey on text classification algorithms: From text to predictions

A Gasparetto, M Marcuzzo, A Zangari, A Albarelli - Information, 2022 - mdpi.com
… detailed explanation of the classification step. This paper offers a concise review of recent
text classification models, with emphasis on the flow of data, from raw text to output labels. We …

Comparing BERT against traditional machine learning text classification

S González-Carvajal, EC Garrido-Merchán - arXiv preprint arXiv …, 2020 - arxiv.org
… It is able to cope with NLP tasks such as supervised text classification without human …
We first present BERT and a review on classical NLP approaches. Then, we empirically test …